Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 39129 |
| Missing cells | 6399 |
| Missing cells (%) | 0.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.4 MiB |
| Average record size in memory | 144.0 B |
Variable types
| Categorical | 4 |
|---|---|
| Text | 4 |
| Boolean | 1 |
| Numeric | 9 |
Rfrg_Prvdr_Geo_Lvl is highly imbalanced (74.8%) | Imbalance |
Rfrg_Prvdr_Geo_Cd has 1649 (4.2%) missing values | Missing |
Tot_Suplr_Benes has 4750 (12.1%) missing values | Missing |
Tot_Rfrg_Prvdrs is highly skewed (γ1 = 31.88771723) | Skewed |
Tot_Suplrs is highly skewed (γ1 = 42.08429491) | Skewed |
Tot_Suplr_Benes is highly skewed (γ1 = 48.54514462) | Skewed |
Tot_Suplr_Clms is highly skewed (γ1 = 54.4026195) | Skewed |
Tot_Suplr_Srvcs is highly skewed (γ1 = 162.2314046) | Skewed |
Reproduction
| Analysis started | 2024-09-20 02:18:32.162567 |
|---|---|
| Analysis finished | 2024-09-20 02:19:01.508439 |
| Duration | 29.35 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
Rfrg_Prvdr_Geo_Lvl
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 305.8 KiB |
| State | |
|---|---|
| National | 1649 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.126428 |
| Min length | 5 |
Characters and Unicode
| Total characters | 200592 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | National |
|---|---|
| 2nd row | State |
| 3rd row | State |
| 4th row | State |
| 5th row | State |
Common Values
| Value | Count | Frequency (%) |
| State | 37480 | |
| National | 1649 | 4.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| state | 37480 | |
| national | 1649 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 76609 | |
| a | 40778 | |
| S | 37480 | |
| e | 37480 | |
| N | 1649 | 0.8% |
| i | 1649 | 0.8% |
| o | 1649 | 0.8% |
| n | 1649 | 0.8% |
| l | 1649 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 200592 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 76609 | |
| a | 40778 | |
| S | 37480 | |
| e | 37480 | |
| N | 1649 | 0.8% |
| i | 1649 | 0.8% |
| o | 1649 | 0.8% |
| n | 1649 | 0.8% |
| l | 1649 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 200592 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 76609 | |
| a | 40778 | |
| S | 37480 | |
| e | 37480 | |
| N | 1649 | 0.8% |
| i | 1649 | 0.8% |
| o | 1649 | 0.8% |
| n | 1649 | 0.8% |
| l | 1649 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 200592 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 76609 | |
| a | 40778 | |
| S | 37480 | |
| e | 37480 | |
| N | 1649 | 0.8% |
| i | 1649 | 0.8% |
| o | 1649 | 0.8% |
| n | 1649 | 0.8% |
| l | 1649 | 0.8% |
MISSING 
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1649 |
| Missing (%) | 4.2% |
| Memory size | 305.8 KiB |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 74960 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 04 |
|---|---|
| 2nd row | 06 |
| 3rd row | 20 |
| 4th row | 26 |
| 5th row | 27 |
| Value | Count | Frequency (%) |
| 06 | 1114 | 3.0% |
| 48 | 1023 | 2.7% |
| 36 | 1016 | 2.7% |
| 12 | 1002 | 2.7% |
| 42 | 960 | 2.6% |
| 17 | 933 | 2.5% |
| 39 | 910 | 2.4% |
| 37 | 898 | 2.4% |
| 26 | 870 | 2.3% |
| 34 | 869 | 2.3% |
| Other values (50) | 27885 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 11697 | |
| 1 | 10549 | |
| 4 | 10204 | |
| 3 | 9919 | |
| 0 | 8188 | |
| 5 | 7947 | |
| 6 | 4636 | 6.2% |
| 9 | 3930 | 5.2% |
| 8 | 3904 | 5.2% |
| 7 | 3816 | 5.1% |
| Other values (5) | 170 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 74960 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 11697 | |
| 1 | 10549 | |
| 4 | 10204 | |
| 3 | 9919 | |
| 0 | 8188 | |
| 5 | 7947 | |
| 6 | 4636 | 6.2% |
| 9 | 3930 | 5.2% |
| 8 | 3904 | 5.2% |
| 7 | 3816 | 5.1% |
| Other values (5) | 170 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 74960 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 11697 | |
| 1 | 10549 | |
| 4 | 10204 | |
| 3 | 9919 | |
| 0 | 8188 | |
| 5 | 7947 | |
| 6 | 4636 | 6.2% |
| 9 | 3930 | 5.2% |
| 8 | 3904 | 5.2% |
| 7 | 3816 | 5.1% |
| Other values (5) | 170 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 74960 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 11697 | |
| 1 | 10549 | |
| 4 | 10204 | |
| 3 | 9919 | |
| 0 | 8188 | |
| 5 | 7947 | |
| 6 | 4636 | 6.2% |
| 9 | 3930 | 5.2% |
| 8 | 3904 | 5.2% |
| 7 | 3816 | 5.1% |
| Other values (5) | 170 | 0.2% |
| Distinct | 61 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 305.8 KiB |
Length
| Max length | 34 |
|---|---|
| Median length | 20 |
| Mean length | 8.6586675 |
| Min length | 4 |
Characters and Unicode
| Total characters | 338805 |
|---|---|
| Distinct characters | 48 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | National |
|---|---|
| 2nd row | Arizona |
| 3rd row | California |
| 4th row | Kansas |
| 5th row | Michigan |
| Value | Count | Frequency (%) |
| new | 3024 | 6.4% |
| carolina | 1663 | 3.5% |
| national | 1649 | 3.5% |
| virginia | 1454 | 3.1% |
| north | 1366 | 2.9% |
| south | 1295 | 2.7% |
| california | 1114 | 2.3% |
| texas | 1023 | 2.2% |
| york | 1016 | 2.1% |
| florida | 1002 | 2.1% |
| Other values (62) | 32832 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 44691 | |
| i | 33733 | 10.0% |
| n | 28872 | 8.5% |
| o | 27497 | 8.1% |
| s | 23695 | 7.0% |
| e | 20894 | 6.2% |
| r | 17284 | 5.1% |
| t | 14278 | 4.2% |
| l | 13300 | 3.9% |
| h | 9047 | 2.7% |
| Other values (38) | 105514 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 338805 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 44691 | |
| i | 33733 | 10.0% |
| n | 28872 | 8.5% |
| o | 27497 | 8.1% |
| s | 23695 | 7.0% |
| e | 20894 | 6.2% |
| r | 17284 | 5.1% |
| t | 14278 | 4.2% |
| l | 13300 | 3.9% |
| h | 9047 | 2.7% |
| Other values (38) | 105514 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 338805 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 44691 | |
| i | 33733 | 10.0% |
| n | 28872 | 8.5% |
| o | 27497 | 8.1% |
| s | 23695 | 7.0% |
| e | 20894 | 6.2% |
| r | 17284 | 5.1% |
| t | 14278 | 4.2% |
| l | 13300 | 3.9% |
| h | 9047 | 2.7% |
| Other values (38) | 105514 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 338805 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 44691 | |
| i | 33733 | 10.0% |
| n | 28872 | 8.5% |
| o | 27497 | 8.1% |
| s | 23695 | 7.0% |
| e | 20894 | 6.2% |
| r | 17284 | 5.1% |
| t | 14278 | 4.2% |
| l | 13300 | 3.9% |
| h | 9047 | 2.7% |
| Other values (38) | 105514 |
RBCS_Lvl
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 305.8 KiB |
| Durable Medical Equipment | |
|---|---|
| Orthotic Devices | |
| Unknown | |
| Drugs Administered Through DME | 798 |
Length
| Max length | 30 |
|---|---|
| Median length | 25 |
| Mean length | 19.832017 |
| Min length | 7 |
Characters and Unicode
| Total characters | 776007 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Drugs Administered Through DME |
|---|---|
| 2nd row | Drugs Administered Through DME |
| 3rd row | Drugs Administered Through DME |
| 4th row | Drugs Administered Through DME |
| 5th row | Drugs Administered Through DME |
Common Values
| Value | Count | Frequency (%) |
| Durable Medical Equipment | 19724 | |
| Orthotic Devices | 14302 | |
| Unknown | 4305 | 11.0% |
| Drugs Administered Through DME | 798 | 2.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| durable | 19724 | |
| medical | 19724 | |
| equipment | 19724 | |
| orthotic | 14302 | |
| devices | 14302 | |
| unknown | 4305 | 4.5% |
| drugs | 798 | 0.8% |
| administered | 798 | 0.8% |
| through | 798 | 0.8% |
| dme | 798 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 89372 | 11.5% |
| i | 69648 | 9.0% |
| 56144 | 7.2% | |
| t | 49126 | 6.3% |
| c | 48328 | 6.2% |
| u | 41044 | 5.3% |
| a | 39448 | 5.1% |
| l | 39448 | 5.1% |
| r | 36420 | 4.7% |
| D | 35622 | 4.6% |
| Other values (19) | 271407 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 776007 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 89372 | 11.5% |
| i | 69648 | 9.0% |
| 56144 | 7.2% | |
| t | 49126 | 6.3% |
| c | 48328 | 6.2% |
| u | 41044 | 5.3% |
| a | 39448 | 5.1% |
| l | 39448 | 5.1% |
| r | 36420 | 4.7% |
| D | 35622 | 4.6% |
| Other values (19) | 271407 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 776007 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 89372 | 11.5% |
| i | 69648 | 9.0% |
| 56144 | 7.2% | |
| t | 49126 | 6.3% |
| c | 48328 | 6.2% |
| u | 41044 | 5.3% |
| a | 39448 | 5.1% |
| l | 39448 | 5.1% |
| r | 36420 | 4.7% |
| D | 35622 | 4.6% |
| Other values (19) | 271407 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 776007 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 89372 | 11.5% |
| i | 69648 | 9.0% |
| 56144 | 7.2% | |
| t | 49126 | 6.3% |
| c | 48328 | 6.2% |
| u | 41044 | 5.3% |
| a | 39448 | 5.1% |
| l | 39448 | 5.1% |
| r | 36420 | 4.7% |
| D | 35622 | 4.6% |
| Other values (19) | 271407 |
RBCS_Id
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 305.8 KiB |
| DF000N | |
|---|---|
| DE000N | |
| DD021N | |
| DF010N | |
| DA023N | |
| Other values (30) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 234774 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | DG000N |
|---|---|
| 2nd row | DG000N |
| 3rd row | DG000N |
| 4th row | DG000N |
| 5th row | DG000N |
Common Values
| Value | Count | Frequency (%) |
| DF000N | 7824 | |
| DE000N | 5275 | |
| DD021N | 4306 | |
| DF010N | 2897 | 7.4% |
| DA023N | 2741 | 7.0% |
| DF003N | 2352 | 6.0% |
| DD009N | 2133 | 5.5% |
| DA000N | 1176 | 3.0% |
| DE001N | 1138 | 2.9% |
| OC000N | 1062 | 2.7% |
| Other values (25) | 8225 |
Length
| Value | Count | Frequency (%) |
| df000n | 7824 | |
| de000n | 5275 | |
| dd021n | 4306 | |
| df010n | 2897 | 7.4% |
| da023n | 2741 | 7.0% |
| df003n | 2352 | 6.0% |
| dd009n | 2133 | 5.5% |
| da000n | 1176 | 3.0% |
| de001n | 1138 | 2.9% |
| oc000n | 1062 | 2.7% |
| Other values (25) | 8225 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 86755 | |
| D | 41959 | |
| N | 39129 | |
| F | 14302 | 6.1% |
| 1 | 10444 | 4.4% |
| 2 | 8445 | 3.6% |
| E | 7262 | 3.1% |
| 3 | 5144 | 2.2% |
| A | 3917 | 1.7% |
| 9 | 2843 | 1.2% |
| Other values (13) | 14574 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 234774 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 86755 | |
| D | 41959 | |
| N | 39129 | |
| F | 14302 | 6.1% |
| 1 | 10444 | 4.4% |
| 2 | 8445 | 3.6% |
| E | 7262 | 3.1% |
| 3 | 5144 | 2.2% |
| A | 3917 | 1.7% |
| 9 | 2843 | 1.2% |
| Other values (13) | 14574 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 234774 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 86755 | |
| D | 41959 | |
| N | 39129 | |
| F | 14302 | 6.1% |
| 1 | 10444 | 4.4% |
| 2 | 8445 | 3.6% |
| E | 7262 | 3.1% |
| 3 | 5144 | 2.2% |
| A | 3917 | 1.7% |
| 9 | 2843 | 1.2% |
| Other values (13) | 14574 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 234774 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 86755 | |
| D | 41959 | |
| N | 39129 | |
| F | 14302 | 6.1% |
| 1 | 10444 | 4.4% |
| 2 | 8445 | 3.6% |
| E | 7262 | 3.1% |
| 3 | 5144 | 2.2% |
| A | 3917 | 1.7% |
| 9 | 2843 | 1.2% |
| Other values (13) | 14574 | 6.2% |
RBCS_Desc
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 305.8 KiB |
| DME-Orthotic Devices | |
|---|---|
| DME-Other DME | |
| DME-Wheelchairs | |
| DME-Medical/Surgical Supplies | |
| Other-Enteral and Parenteral | 1198 |
| Other values (7) |
Length
| Max length | 49 |
|---|---|
| Median length | 42 |
| Mean length | 20.749291 |
| Min length | 13 |
Characters and Unicode
| Total characters | 811899 |
|---|---|
| Distinct characters | 41 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | DME-Drugs Administered Through DME |
|---|---|
| 2nd row | DME-Drugs Administered Through DME |
| 3rd row | DME-Drugs Administered Through DME |
| 4th row | DME-Drugs Administered Through DME |
| 5th row | DME-Drugs Administered Through DME |
Common Values
| Value | Count | Frequency (%) |
| DME-Orthotic Devices | 14302 | |
| DME-Other DME | 7262 | |
| DME-Wheelchairs | 7135 | |
| DME-Medical/Surgical Supplies | 3917 | 10.0% |
| Other-Enteral and Parenteral | 1198 | 3.1% |
| Other-Vision, Hearing, and Speech Services | 1062 | 2.7% |
| DME-Hospital Beds | 837 | 2.1% |
| Treatment-Treatment - Miscellaneous | 835 | 2.1% |
| Treatment-Injections and Infusions (nononcologic) | 826 | 2.1% |
| DME-Drugs Administered Through DME | 798 | 2.0% |
| Other values (2) | 957 | 2.4% |
Length
| Value | Count | Frequency (%) |
| dme-orthotic | 14302 | |
| devices | 14302 | |
| dme | 8060 | |
| dme-other | 7262 | |
| dme-wheelchairs | 7135 | |
| supplies | 4490 | 5.6% |
| dme-medical/surgical | 3917 | 4.9% |
| and | 3659 | 4.6% |
| other-enteral | 1198 | 1.5% |
| parenteral | 1198 | 1.5% |
| Other values (17) | 14256 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 81737 | 10.1% |
| i | 58057 | 7.2% |
| D | 57984 | 7.1% |
| t | 49127 | 6.1% |
| c | 49010 | 6.0% |
| M | 47636 | 5.9% |
| r | 46252 | 5.7% |
| E | 44082 | 5.4% |
| h | 41520 | 5.1% |
| 40650 | 5.0% | |
| Other values (31) | 295844 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 811899 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 81737 | 10.1% |
| i | 58057 | 7.2% |
| D | 57984 | 7.1% |
| t | 49127 | 6.1% |
| c | 49010 | 6.0% |
| M | 47636 | 5.9% |
| r | 46252 | 5.7% |
| E | 44082 | 5.4% |
| h | 41520 | 5.1% |
| 40650 | 5.0% | |
| Other values (31) | 295844 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 811899 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 81737 | 10.1% |
| i | 58057 | 7.2% |
| D | 57984 | 7.1% |
| t | 49127 | 6.1% |
| c | 49010 | 6.0% |
| M | 47636 | 5.9% |
| r | 46252 | 5.7% |
| E | 44082 | 5.4% |
| h | 41520 | 5.1% |
| 40650 | 5.0% | |
| Other values (31) | 295844 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 811899 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 81737 | 10.1% |
| i | 58057 | 7.2% |
| D | 57984 | 7.1% |
| t | 49127 | 6.1% |
| c | 49010 | 6.0% |
| M | 47636 | 5.9% |
| r | 46252 | 5.7% |
| E | 44082 | 5.4% |
| h | 41520 | 5.1% |
| 40650 | 5.0% | |
| Other values (31) | 295844 |
HCPCS_Cd
Text
| Distinct | 1493 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 305.8 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 195645 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 229 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | J2545 |
|---|---|
| 2nd row | J2545 |
| 3rd row | J2545 |
| 4th row | J2545 |
| 5th row | J2545 |
| Value | Count | Frequency (%) |
| e0562 | 110 | 0.3% |
| e0143 | 110 | 0.3% |
| e1390 | 110 | 0.3% |
| e1028 | 106 | 0.3% |
| e0971 | 105 | 0.3% |
| e0955 | 104 | 0.3% |
| k0554 | 101 | 0.3% |
| e2201 | 100 | 0.3% |
| e0156 | 100 | 0.3% |
| e0973 | 97 | 0.2% |
| Other values (1483) | 38086 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 28860 | |
| 2 | 19960 | |
| 4 | 17020 | |
| 1 | 16725 | |
| 5 | 16560 | |
| 3 | 14620 | |
| 6 | 14532 | |
| E | 11210 | 5.7% |
| A | 10859 | 5.6% |
| 7 | 10684 | 5.5% |
| Other values (9) | 34615 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 195645 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28860 | |
| 2 | 19960 | |
| 4 | 17020 | |
| 1 | 16725 | |
| 5 | 16560 | |
| 3 | 14620 | |
| 6 | 14532 | |
| E | 11210 | 5.7% |
| A | 10859 | 5.6% |
| 7 | 10684 | 5.5% |
| Other values (9) | 34615 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 195645 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28860 | |
| 2 | 19960 | |
| 4 | 17020 | |
| 1 | 16725 | |
| 5 | 16560 | |
| 3 | 14620 | |
| 6 | 14532 | |
| E | 11210 | 5.7% |
| A | 10859 | 5.6% |
| 7 | 10684 | 5.5% |
| Other values (9) | 34615 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 195645 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28860 | |
| 2 | 19960 | |
| 4 | 17020 | |
| 1 | 16725 | |
| 5 | 16560 | |
| 3 | 14620 | |
| 6 | 14532 | |
| E | 11210 | 5.7% |
| A | 10859 | 5.6% |
| 7 | 10684 | 5.5% |
| Other values (9) | 34615 |
HCPCS_Desc
Text
| Distinct | 1493 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 305.8 KiB |
Length
| Max length | 597 |
|---|---|
| Median length | 250 |
| Mean length | 96.972246 |
| Min length | 7 |
Characters and Unicode
| Total characters | 3794427 |
|---|---|
| Distinct characters | 73 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 229 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg |
|---|---|
| 2nd row | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg |
| 3rd row | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg |
| 4th row | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg |
| 5th row | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg |
| Value | Count | Frequency (%) |
| or | 14924 | 2.9% |
| with | 14276 | 2.7% |
| each | 11681 | 2.2% |
| to | 9362 | 1.8% |
| and | 8620 | 1.7% |
| wheelchair | 6416 | 1.2% |
| any | 6227 | 1.2% |
| for | 5855 | 1.1% |
| without | 4760 | 0.9% |
| than | 4645 | 0.9% |
| Other values (1867) | 434699 |
Most occurring characters
| Value | Count | Frequency (%) |
| 482336 | 12.7% | |
| e | 360210 | 9.5% |
| t | 256375 | 6.8% |
| i | 252565 | 6.7% |
| a | 237833 | 6.3% |
| r | 222692 | 5.9% |
| o | 217311 | 5.7% |
| n | 204645 | 5.4% |
| s | 191484 | 5.0% |
| l | 153819 | 4.1% |
| Other values (63) | 1215157 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3794427 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 482336 | 12.7% | |
| e | 360210 | 9.5% |
| t | 256375 | 6.8% |
| i | 252565 | 6.7% |
| a | 237833 | 6.3% |
| r | 222692 | 5.9% |
| o | 217311 | 5.7% |
| n | 204645 | 5.4% |
| s | 191484 | 5.0% |
| l | 153819 | 4.1% |
| Other values (63) | 1215157 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3794427 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 482336 | 12.7% | |
| e | 360210 | 9.5% |
| t | 256375 | 6.8% |
| i | 252565 | 6.7% |
| a | 237833 | 6.3% |
| r | 222692 | 5.9% |
| o | 217311 | 5.7% |
| n | 204645 | 5.4% |
| s | 191484 | 5.0% |
| l | 153819 | 4.1% |
| Other values (63) | 1215157 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3794427 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 482336 | 12.7% | |
| e | 360210 | 9.5% |
| t | 256375 | 6.8% |
| i | 252565 | 6.7% |
| a | 237833 | 6.3% |
| r | 222692 | 5.9% |
| o | 217311 | 5.7% |
| n | 204645 | 5.4% |
| s | 191484 | 5.0% |
| l | 153819 | 4.1% |
| Other values (63) | 1215157 |
Suplr_Rentl_Ind
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 32540 | |
| True | 6589 | 16.8% |
Tot_Rfrg_Prvdrs
Real number (ℝ)
SKEWED 
| Distinct | 2806 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 441.35066 |
| Minimum | 1 |
|---|---|
| Maximum | 224353 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 305.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 15 |
| median | 45 |
| Q3 | 168 |
| 95-th percentile | 1293.2 |
| Maximum | 224353 |
| Range | 224352 |
| Interquartile range (IQR) | 153 |
Descriptive statistics
| Standard deviation | 3880.5023 |
|---|---|
| Coefficient of variation (CV) | 8.7923337 |
| Kurtosis | 1298.854 |
| Mean | 441.35066 |
| Median Absolute Deviation (MAD) | 37 |
| Skewness | 31.887717 |
| Sum | 17269610 |
| Variance | 15058298 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 848 | 2.2% |
| 10 | 747 | 1.9% |
| 12 | 746 | 1.9% |
| 3 | 714 | 1.8% |
| 13 | 708 | 1.8% |
| 4 | 700 | 1.8% |
| 2 | 664 | 1.7% |
| 9 | 658 | 1.7% |
| 5 | 656 | 1.7% |
| 6 | 652 | 1.7% |
| Other values (2796) | 32036 |
| Value | Count | Frequency (%) |
| 1 | 397 | |
| 2 | 664 | |
| 3 | 714 | |
| 4 | 700 | |
| 5 | 656 | |
| 6 | 652 | |
| 7 | 642 | |
| 8 | 649 | |
| 9 | 658 | |
| 10 | 747 |
| Value | Count | Frequency (%) |
| 224353 | 1 | |
| 218972 | 1 | |
| 186881 | 1 | |
| 171034 | 1 | |
| 164821 | 1 | |
| 158277 | 1 | |
| 155608 | 1 | |
| 138569 | 1 | |
| 129140 | 1 | |
| 128284 | 1 |
Tot_Suplrs
Real number (ℝ)
SKEWED 
| Distinct | 1296 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.616295 |
| Minimum | 1 |
|---|---|
| Maximum | 42955 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 305.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 17 |
| Q3 | 46 |
| 95-th percentile | 285 |
| Maximum | 42955 |
| Range | 42954 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 635.6302 |
|---|---|
| Coefficient of variation (CV) | 7.1728366 |
| Kurtosis | 2312.1653 |
| Mean | 88.616295 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 42.084295 |
| Sum | 3467467 |
| Variance | 404025.75 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1611 | 4.1% |
| 6 | 1530 | 3.9% |
| 7 | 1490 | 3.8% |
| 3 | 1482 | 3.8% |
| 5 | 1478 | 3.8% |
| 4 | 1470 | 3.8% |
| 8 | 1382 | 3.5% |
| 9 | 1284 | 3.3% |
| 1 | 1182 | 3.0% |
| 10 | 1182 | 3.0% |
| Other values (1286) | 25038 |
| Value | Count | Frequency (%) |
| 1 | 1182 | |
| 2 | 1611 | |
| 3 | 1482 | |
| 4 | 1470 | |
| 5 | 1478 | |
| 6 | 1530 | |
| 7 | 1490 | |
| 8 | 1382 | |
| 9 | 1284 | |
| 10 | 1182 |
| Value | Count | Frequency (%) |
| 42955 | 1 | |
| 42068 | 1 | |
| 39640 | 1 | |
| 36566 | 1 | |
| 33519 | 1 | |
| 33444 | 1 | |
| 26287 | 1 | |
| 23872 | 1 | |
| 21439 | 1 | |
| 19686 | 1 |
Tot_Suplr_Benes
Real number (ℝ)
MISSING  SKEWED 
| Distinct | 4231 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 4750 |
| Missing (%) | 12.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1723.1855 |
| Minimum | 11 |
|---|---|
| Maximum | 1758956 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 305.8 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 30 |
| median | 89 |
| Q3 | 355 |
| 95-th percentile | 3992.1 |
| Maximum | 1758956 |
| Range | 1758945 |
| Interquartile range (IQR) | 325 |
Descriptive statistics
| Standard deviation | 23864.228 |
|---|---|
| Coefficient of variation (CV) | 13.848902 |
| Kurtosis | 2867.0691 |
| Mean | 1723.1855 |
| Median Absolute Deviation (MAD) | 72 |
| Skewness | 48.545145 |
| Sum | 59241394 |
| Variance | 5.6950137 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 762 | 1.9% |
| 12 | 728 | 1.9% |
| 14 | 617 | 1.6% |
| 15 | 604 | 1.5% |
| 13 | 597 | 1.5% |
| 18 | 477 | 1.2% |
| 17 | 476 | 1.2% |
| 16 | 457 | 1.2% |
| 20 | 430 | 1.1% |
| 19 | 426 | 1.1% |
| Other values (4221) | 28805 | |
| (Missing) | 4750 | 12.1% |
| Value | Count | Frequency (%) |
| 11 | 762 | |
| 12 | 728 | |
| 13 | 597 | |
| 14 | 617 | |
| 15 | 604 | |
| 16 | 457 | |
| 17 | 476 | |
| 18 | 477 | |
| 19 | 426 | |
| 20 | 430 |
| Value | Count | Frequency (%) |
| 1758956 | 1 | |
| 1730195 | 1 | |
| 1572203 | 1 | |
| 1147174 | 1 | |
| 1120889 | 1 | |
| 1043882 | 1 | |
| 914369 | 1 | |
| 845299 | 1 | |
| 812338 | 1 | |
| 762685 | 1 |
Tot_Suplr_Clms
Real number (ℝ)
SKEWED 
| Distinct | 6057 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4161.6264 |
| Minimum | 11 |
|---|---|
| Maximum | 6264806 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 305.8 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 34 |
| median | 123 |
| Q3 | 586 |
| 95-th percentile | 8618 |
| Maximum | 6264806 |
| Range | 6264795 |
| Interquartile range (IQR) | 552 |
Descriptive statistics
| Standard deviation | 65725.124 |
|---|---|
| Coefficient of variation (CV) | 15.793134 |
| Kurtosis | 3753.8268 |
| Mean | 4161.6264 |
| Median Absolute Deviation (MAD) | 105 |
| Skewness | 54.40262 |
| Sum | 1.6284028 × 108 |
| Variance | 4.3197919 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 790 | 2.0% |
| 12 | 787 | 2.0% |
| 13 | 622 | 1.6% |
| 15 | 553 | 1.4% |
| 14 | 553 | 1.4% |
| 17 | 486 | 1.2% |
| 16 | 474 | 1.2% |
| 18 | 468 | 1.2% |
| 19 | 442 | 1.1% |
| 20 | 414 | 1.1% |
| Other values (6047) | 33540 |
| Value | Count | Frequency (%) |
| 11 | 790 | |
| 12 | 787 | |
| 13 | 622 | |
| 14 | 553 | |
| 15 | 553 | |
| 16 | 474 | |
| 17 | 486 | |
| 18 | 468 | |
| 19 | 442 | |
| 20 | 414 |
| Value | Count | Frequency (%) |
| 6264806 | 1 | |
| 4135238 | 1 | |
| 4016438 | 1 | |
| 4010126 | 1 | |
| 3528456 | 1 | |
| 2861294 | 1 | |
| 2507590 | 1 | |
| 2439356 | 1 | |
| 2276199 | 1 | |
| 1885927 | 1 |
Tot_Suplr_Srvcs
Real number (ℝ)
SKEWED 
| Distinct | 11609 |
|---|---|
| Distinct (%) | 29.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114133.74 |
| Minimum | 11 |
|---|---|
| Maximum | 8.3911761 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 305.8 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 58 |
| median | 324 |
| Q3 | 3399 |
| 95-th percentile | 108544.8 |
| Maximum | 8.3911761 × 108 |
| Range | 8.391176 × 108 |
| Interquartile range (IQR) | 3341 |
Descriptive statistics
| Standard deviation | 4553071.8 |
|---|---|
| Coefficient of variation (CV) | 39.892427 |
| Kurtosis | 29523.064 |
| Mean | 114133.74 |
| Median Absolute Deviation (MAD) | 304 |
| Skewness | 162.2314 |
| Sum | 4.4659391 × 109 |
| Variance | 2.0730463 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 438 | 1.1% |
| 11 | 401 | 1.0% |
| 13 | 353 | 0.9% |
| 15 | 350 | 0.9% |
| 14 | 330 | 0.8% |
| 16 | 327 | 0.8% |
| 22 | 300 | 0.8% |
| 17 | 297 | 0.8% |
| 18 | 294 | 0.8% |
| 20 | 289 | 0.7% |
| Other values (11599) | 35750 |
| Value | Count | Frequency (%) |
| 11 | 401 | |
| 12 | 438 | |
| 13 | 353 | |
| 14 | 330 | |
| 15 | 350 | |
| 16 | 327 | |
| 17 | 297 | |
| 18 | 294 | |
| 19 | 288 | |
| 20 | 289 |
| Value | Count | Frequency (%) |
| 839117610 | 1 | |
| 149378130 | 1 | |
| 114684657 | 1 | |
| 86276057 | 1 | |
| 75047983 | 1 | |
| 73429961 | 1 | |
| 71546089 | 1 | |
| 68863150 | 1 | |
| 63824166 | 1 | |
| 58213431 | 1 |
Avg_Suplr_Sbmtd_Chrg
Real number (ℝ)
| Distinct | 38539 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 666.88575 |
| Minimum | 0.06400364 |
|---|---|
| Maximum | 77918.591 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 305.8 KiB |
Quantile statistics
| Minimum | 0.06400364 |
|---|---|
| 5-th percentile | 2.5982014 |
| Q1 | 18.985804 |
| median | 99.571111 |
| Q3 | 460.42434 |
| 95-th percentile | 3000.8415 |
| Maximum | 77918.591 |
| Range | 77918.527 |
| Interquartile range (IQR) | 441.43854 |
Descriptive statistics
| Standard deviation | 2231.946 |
|---|---|
| Coefficient of variation (CV) | 3.3468191 |
| Kurtosis | 128.73268 |
| Mean | 666.88575 |
| Median Absolute Deviation (MAD) | 92.839809 |
| Skewness | 9.211006 |
| Sum | 26094572 |
| Variance | 4981582.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 435 | 71 | 0.2% |
| 50 | 48 | 0.1% |
| 21000 | 42 | 0.1% |
| 23.34 | 25 | 0.1% |
| 14.75 | 24 | 0.1% |
| 450 | 14 | < 0.1% |
| 407 | 13 | < 0.1% |
| 232.35 | 13 | < 0.1% |
| 4950 | 12 | < 0.1% |
| 461 | 12 | < 0.1% |
| Other values (38529) | 38855 |
| Value | Count | Frequency (%) |
| 0.0640036397 | 1 | |
| 0.0661930864 | 1 | |
| 0.0662181976 | 1 | |
| 0.067036943 | 1 | |
| 0.0684243106 | 1 | |
| 0.0709463096 | 1 | |
| 0.0720512821 | 1 | |
| 0.075873164 | 1 | |
| 0.0759708056 | 1 | |
| 0.076405182 | 1 |
| Value | Count | Frequency (%) |
| 77918.59067 | 1 | |
| 47185.57429 | 1 | |
| 44042.046 | 1 | |
| 39962.05176 | 1 | |
| 39916.72435 | 1 | |
| 39600.68906 | 1 | |
| 38062.22393 | 1 | |
| 36976.36517 | 1 | |
| 36241.50029 | 1 | |
| 35047.91526 | 1 |
Avg_Suplr_Mdcr_Alowd_Amt
Real number (ℝ)
| Distinct | 36272 |
|---|---|
| Distinct (%) | 92.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 386.54716 |
| Minimum | 0.0125 |
|---|---|
| Maximum | 39385.318 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 305.8 KiB |
Quantile statistics
| Minimum | 0.0125 |
|---|---|
| 5-th percentile | 0.79819074 |
| Q1 | 9.0043497 |
| median | 49.040323 |
| Q3 | 231.1426 |
| 95-th percentile | 1650.37 |
| Maximum | 39385.318 |
| Range | 39385.305 |
| Interquartile range (IQR) | 222.13825 |
Descriptive statistics
| Standard deviation | 1386.8901 |
|---|---|
| Coefficient of variation (CV) | 3.5878936 |
| Kurtosis | 165.11961 |
| Mean | 386.54716 |
| Median Absolute Deviation (MAD) | 45.867236 |
| Skewness | 10.765898 |
| Sum | 15125204 |
| Variance | 1923464.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.14 | 49 | 0.1% |
| 50 | 46 | 0.1% |
| 3955.48 | 43 | 0.1% |
| 3.51 | 43 | 0.1% |
| 14065.72 | 42 | 0.1% |
| 0.84 | 42 | 0.1% |
| 0.14 | 38 | 0.1% |
| 24 | 38 | 0.1% |
| 16 | 37 | 0.1% |
| 57 | 37 | 0.1% |
| Other values (36262) | 38714 |
| Value | Count | Frequency (%) |
| 0.0125 | 1 | |
| 0.0125093284 | 1 | |
| 0.0125986842 | 1 | |
| 0.0127788462 | 1 | |
| 0.0129214781 | 1 | |
| 0.0130038388 | 1 | |
| 0.0130498972 | 1 | |
| 0.0130584016 | 1 | |
| 0.0131399317 | 1 | |
| 0.0131410256 | 1 |
| Value | Count | Frequency (%) |
| 39385.31786 | 1 | |
| 36264.92933 | 1 | |
| 25581.97125 | 1 | |
| 25513.495 | 1 | |
| 25504.24253 | 1 | |
| 25500.6716 | 1 | |
| 25498.56779 | 1 | |
| 25495.24692 | 1 | |
| 25482.63209 | 1 | |
| 25481.88288 | 1 |
Avg_Suplr_Mdcr_Pymt_Amt
Real number (ℝ)
| Distinct | 39090 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 300.56618 |
| Minimum | 0 |
|---|---|
| Maximum | 31179.861 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 305.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.61152189 |
| Q1 | 6.8327273 |
| median | 36.88726 |
| Q3 | 177.95812 |
| 95-th percentile | 1290.8854 |
| Maximum | 31179.861 |
| Range | 31179.861 |
| Interquartile range (IQR) | 171.12539 |
Descriptive statistics
| Standard deviation | 1082.0064 |
|---|---|
| Coefficient of variation (CV) | 3.5998941 |
| Kurtosis | 164.15789 |
| Mean | 300.56618 |
| Median Absolute Deviation (MAD) | 34.505508 |
| Skewness | 10.728529 |
| Sum | 11760854 |
| Variance | 1170737.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 55.43 | 7 | < 0.1% |
| 0.22 | 4 | < 0.1% |
| 80.88666667 | 3 | < 0.1% |
| 1.36 | 3 | < 0.1% |
| 106.0875 | 3 | < 0.1% |
| 0.1276690307 | 2 | < 0.1% |
| 0.5315384615 | 2 | < 0.1% |
| 453.8883163 | 2 | < 0.1% |
| 4.76862069 | 2 | < 0.1% |
| 10.11 | 2 | < 0.1% |
| Other values (39080) | 39099 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0091935484 | 1 | |
| 0.009636194 | 1 | |
| 0.0099337748 | 1 | |
| 0.01 | 1 | |
| 0.0100352564 | 1 | |
| 0.0100803588 | 1 | |
| 0.0100986842 | 1 | |
| 0.0102236538 | 1 | |
| 0.0102564103 | 1 |
| Value | Count | Frequency (%) |
| 31179.86071 | 1 | |
| 28625.18533 | 1 | |
| 20235.71938 | 1 | |
| 20064.51983 | 1 | |
| 20004.80235 | 1 | |
| 19977.88031 | 1 | |
| 19930.75922 | 1 | |
| 19929.77231 | 1 | |
| 19905.55441 | 1 | |
| 19872.86077 | 1 |
Avg_Suplr_Mdcr_Stdzd_Amt
Real number (ℝ)
| Distinct | 38083 |
|---|---|
| Distinct (%) | 97.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 298.82821 |
| Minimum | 0.0091935484 |
|---|---|
| Maximum | 29894.176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 305.8 KiB |
Quantile statistics
| Minimum | 0.0091935484 |
|---|---|
| 5-th percentile | 0.61968014 |
| Q1 | 6.9133253 |
| median | 37.376304 |
| Q3 | 178.30452 |
| 95-th percentile | 1280.4616 |
| Maximum | 29894.176 |
| Range | 29894.167 |
| Interquartile range (IQR) | 171.3912 |
Descriptive statistics
| Standard deviation | 1074.84 |
|---|---|
| Coefficient of variation (CV) | 3.5968493 |
| Kurtosis | 162.09223 |
| Mean | 298.82821 |
| Median Absolute Deviation (MAD) | 34.870124 |
| Skewness | 10.682358 |
| Sum | 11692849 |
| Variance | 1155281.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31.02 | 26 | 0.1% |
| 1475.06 | 26 | 0.1% |
| 284.56 | 23 | 0.1% |
| 423.84 | 20 | 0.1% |
| 397.83 | 17 | < 0.1% |
| 5085 | 16 | < 0.1% |
| 307.52 | 15 | < 0.1% |
| 80.34 | 15 | < 0.1% |
| 248.43 | 14 | < 0.1% |
| 368.87 | 14 | < 0.1% |
| Other values (38073) | 38943 |
| Value | Count | Frequency (%) |
| 0.0091935484 | 1 | |
| 0.0095988806 | 1 | |
| 0.0098573612 | 1 | |
| 0.01 | 1 | |
| 0.0100096154 | 1 | |
| 0.0100635395 | 1 | |
| 0.0100986842 | 1 | |
| 0.0101294518 | 1 | |
| 0.0101931382 | 1 | |
| 0.0102389078 | 1 |
| Value | Count | Frequency (%) |
| 29894.17643 | 1 | |
| 28426.59133 | 1 | |
| 19775.92 | 1 | |
| 19775.91961 | 1 | |
| 19775.91929 | 1 | |
| 19775.91017 | 1 | |
| 19775.91 | 2 | |
| 19774.515 | 1 | |
| 19772.91632 | 1 | |
| 19770.21156 | 1 |
| Rfrg_Prvdr_Geo_Lvl | Rfrg_Prvdr_Geo_Cd | Rfrg_Prvdr_Geo_Desc | RBCS_Lvl | RBCS_Id | RBCS_Desc | HCPCS_Cd | HCPCS_Desc | Suplr_Rentl_Ind | Tot_Rfrg_Prvdrs | Tot_Suplrs | Tot_Suplr_Benes | Tot_Suplr_Clms | Tot_Suplr_Srvcs | Avg_Suplr_Sbmtd_Chrg | Avg_Suplr_Mdcr_Alowd_Amt | Avg_Suplr_Mdcr_Pymt_Amt | Avg_Suplr_Mdcr_Stdzd_Amt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | National | NaN | National | Drugs Administered Through DME | DG000N | DME-Drugs Administered Through DME | J2545 | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg | N | 57 | 34 | 94.0 | 519 | 535 | 336.673682 | 117.517682 | 89.814187 | 89.074000 |
| 1 | State | 04 | Arizona | Drugs Administered Through DME | DG000N | DME-Drugs Administered Through DME | J2545 | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg | N | 2 | 3 | NaN | 22 | 22 | 188.371818 | 119.646364 | 94.486818 | 93.794545 |
| 2 | State | 06 | California | Drugs Administered Through DME | DG000N | DME-Drugs Administered Through DME | J2545 | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg | N | 2 | 3 | NaN | 35 | 35 | 435.754286 | 107.950571 | 83.160571 | 82.598000 |
| 3 | State | 20 | Kansas | Drugs Administered Through DME | DG000N | DME-Drugs Administered Through DME | J2545 | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg | N | 8 | 2 | 18.0 | 56 | 56 | 216.937321 | 121.829107 | 95.122143 | 94.192500 |
| 4 | State | 26 | Michigan | Drugs Administered Through DME | DG000N | DME-Drugs Administered Through DME | J2545 | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg | N | 8 | 4 | NaN | 63 | 65 | 250.409077 | 118.701385 | 92.179846 | 91.542154 |
| 5 | State | 27 | Minnesota | Drugs Administered Through DME | DG000N | DME-Drugs Administered Through DME | J2545 | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg | N | 1 | 1 | NaN | 12 | 12 | 520.700000 | 119.490000 | 94.432500 | 93.670000 |
| 6 | State | 37 | North Carolina | Drugs Administered Through DME | DG000N | DME-Drugs Administered Through DME | J2545 | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg | N | 4 | 5 | NaN | 44 | 46 | 181.256304 | 101.592826 | 75.389783 | 74.683478 |
| 7 | State | 39 | Ohio | Drugs Administered Through DME | DG000N | DME-Drugs Administered Through DME | J2545 | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg | N | 4 | 5 | NaN | 36 | 36 | 394.853889 | 120.649722 | 92.718889 | 91.845278 |
| 8 | State | 42 | Pennsylvania | Drugs Administered Through DME | DG000N | DME-Drugs Administered Through DME | J2545 | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg | N | 6 | 2 | NaN | 17 | 17 | 185.671765 | 123.074706 | 91.702941 | 90.686471 |
| 9 | State | 48 | Texas | Drugs Administered Through DME | DG000N | DME-Drugs Administered Through DME | J2545 | Pentamidine isethionate, inhalation solution, fda-approved final product, non-compounded, administered through dme, unit dose form, per 300 mg | N | 8 | 3 | 21.0 | 179 | 179 | 484.183128 | 119.529385 | 90.072291 | 89.413520 |
| Rfrg_Prvdr_Geo_Lvl | Rfrg_Prvdr_Geo_Cd | Rfrg_Prvdr_Geo_Desc | RBCS_Lvl | RBCS_Id | RBCS_Desc | HCPCS_Cd | HCPCS_Desc | Suplr_Rentl_Ind | Tot_Rfrg_Prvdrs | Tot_Suplrs | Tot_Suplr_Benes | Tot_Suplr_Clms | Tot_Suplr_Srvcs | Avg_Suplr_Sbmtd_Chrg | Avg_Suplr_Mdcr_Alowd_Amt | Avg_Suplr_Mdcr_Pymt_Amt | Avg_Suplr_Mdcr_Stdzd_Amt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 39119 | State | 37 | North Carolina | Unknown | RX029N | Treatment-Treatment - Miscellaneous | J8705 | Topotecan, oral, 0.25 mg | N | 7 | 4 | NaN | 27 | 1296 | 116.158457 | 104.323850 | 82.204051 | 81.732137 |
| 39120 | State | 45 | South Carolina | Unknown | RX029N | Treatment-Treatment - Miscellaneous | J8705 | Topotecan, oral, 0.25 mg | N | 2 | 1 | NaN | 13 | 1560 | 144.790667 | 104.305385 | 82.490071 | 81.643968 |
| 39121 | State | 48 | Texas | Unknown | RX029N | Treatment-Treatment - Miscellaneous | J8705 | Topotecan, oral, 0.25 mg | N | 5 | 4 | NaN | 12 | 680 | 145.655735 | 104.288265 | 82.746838 | 81.639618 |
| 39122 | State | 55 | Wisconsin | Unknown | RX029N | Treatment-Treatment - Miscellaneous | J8705 | Topotecan, oral, 0.25 mg | N | 9 | 8 | NaN | 32 | 1795 | 139.155014 | 104.315421 | 82.278953 | 81.674652 |
| 39123 | National | NaN | National | Unknown | RX029N | Treatment-Treatment - Miscellaneous | J8999 | Prescription drug, oral, chemotherapeutic, nos | N | 92 | 7 | 141.0 | 497 | 44284 | 114.951679 | 1.534979 | 1.206541 | 1.194950 |
| 39124 | State | 06 | California | Unknown | RX029N | Treatment-Treatment - Miscellaneous | J8999 | Prescription drug, oral, chemotherapeutic, nos | N | 12 | 2 | 15.0 | 58 | 4289 | 129.698655 | 1.044866 | 0.772649 | 0.767321 |
| 39125 | State | 16 | Idaho | Unknown | RX029N | Treatment-Treatment - Miscellaneous | J8999 | Prescription drug, oral, chemotherapeutic, nos | N | 5 | 1 | NaN | 29 | 2738 | 44.417736 | 1.012053 | 0.793963 | 0.793477 |
| 39126 | State | 34 | New Jersey | Unknown | RX029N | Treatment-Treatment - Miscellaneous | J8999 | Prescription drug, oral, chemotherapeutic, nos | N | 3 | 1 | NaN | 31 | 2618 | 2.326203 | 1.004962 | 0.789767 | 0.787907 |
| 39127 | State | 36 | New York | Unknown | RX029N | Treatment-Treatment - Miscellaneous | J8999 | Prescription drug, oral, chemotherapeutic, nos | N | 2 | 1 | NaN | 19 | 1209 | 58.806782 | 1.236253 | 0.969901 | 0.969297 |
| 39128 | State | 42 | Pennsylvania | Unknown | RX029N | Treatment-Treatment - Miscellaneous | J8999 | Prescription drug, oral, chemotherapeutic, nos | N | 53 | 1 | 87.0 | 311 | 28758 | 140.908221 | 1.822521 | 1.441591 | 1.425465 |